



'''simple docstring'''






import os
import unittest

from transformers import MobileBertTokenizer, MobileBertTokenizerFast
from transformers.models.bert.tokenization_bert import (
    VOCAB_FILES_NAMES,
    BasicTokenizer,
    WordpieceTokenizer,
    _is_control,
    _is_punctuation,
    _is_whitespace,
)
from transformers.testing_utils import require_tokenizers, slow

from ...test_tokenization_common import TokenizerTesterMixin, filter_non_english

@require_tokenizers
class 				a__(   lowerCamelCase__						,					unittest.TestCase      ):
    lowercase__					=       MobileBertTokenizer
    lowercase__					=       MobileBertTokenizerFast
    lowercase__					=       True
    lowercase__					=       True
    lowercase__					=       filter_non_english
    lowercase__					=       """google/mobilebert-uncased"""







    def      lowercase_			( self					:    str      ):
      super().setUp()

      a		:   Union[str, Any]	  =	[
          '[UNK]',
          '[CLS]',
          '[SEP]',
          '[PAD]',
          '[MASK]',
          'want',
          '##want',
          '##ed',
          'wa',
          'un',
          'runn',
          '##ing',
          ',',
          'low',
          'lowest',
      ]
      a		:   Dict	  =	os.path.join(self.tmpdirname		,     VOCAB_FILES_NAMES['vocab_file']      )
      with open(self.vocab_file		,     'w'		,     encoding='utf-8'      ) as vocab_writer:
        vocab_writer.write(''.join([x + '\n' for x in vocab_tokens]      )      )

      a		:   Optional[Any]	  =	[
          (tokenizer_def[0], self.pre_trained_model_path, tokenizer_def[2])  # else the 'google/' prefix is stripped
          for tokenizer_def in self.tokenizers_list
      ]







    def      lowercase_			( self					:    Any		,     __snake_case					:    int      ):
      a		:   List[Any]	  =	'UNwant\u00E9d,running'
      a		:   int	  =	'unwanted, running'
      return input_text, output_text







    def      lowercase_			( self					:    int      ):
      a		:   str	  =	self.tokenizer_class(self.vocab_file      )

      a		:   List[str]	  =	tokenizer.tokenize('UNwant\u00E9d,running'      )
      self.assertListEqual(__snake_case		,     ['un', '##want', '##ed', ',', 'runn', '##ing']      )
      self.assertListEqual(tokenizer.convert_tokens_to_ids(__snake_case      )		,     [9, 6, 7, 12, 10, 11]      )







    def      lowercase_			( self					:    Dict      ):
      if not self.test_rust_tokenizer:
        return

      a		:   Optional[Any]	  =	self.get_tokenizer()
      a		:   Tuple	  =	self.get_rust_tokenizer()

      a		:   Optional[Any]	  =	'UNwant\u00E9d,running'

      a		:   int	  =	tokenizer.tokenize(__snake_case      )
      a		:   Union[str, Any]	  =	rust_tokenizer.tokenize(__snake_case      )
      self.assertListEqual(__snake_case		,     __snake_case      )

      a		:   Dict	  =	tokenizer.encode(__snake_case		,     add_special_tokens=__snake_case      )
      a		:   List[str]	  =	rust_tokenizer.encode(__snake_case		,     add_special_tokens=__snake_case      )
      self.assertListEqual(__snake_case		,     __snake_case      )

      a		:   Union[str, Any]	  =	self.get_rust_tokenizer()
      a		:   Optional[Any]	  =	tokenizer.encode(__snake_case      )
      a		:   Any	  =	rust_tokenizer.encode(__snake_case      )
      self.assertListEqual(__snake_case		,     __snake_case      )

      # With lower casing
      a		:   Optional[Any]	  =	self.get_tokenizer(do_lower_case=__snake_case      )
      a		:   List[str]	  =	self.get_rust_tokenizer(do_lower_case=__snake_case      )

      a		:   List[str]	  =	'UNwant\u00E9d,running'

      a		:   str	  =	tokenizer.tokenize(__snake_case      )
      a		:   Optional[int]	  =	rust_tokenizer.tokenize(__snake_case      )
      self.assertListEqual(__snake_case		,     __snake_case      )

      a		:   List[str]	  =	tokenizer.encode(__snake_case		,     add_special_tokens=__snake_case      )
      a		:   Union[str, Any]	  =	rust_tokenizer.encode(__snake_case		,     add_special_tokens=__snake_case      )
      self.assertListEqual(__snake_case		,     __snake_case      )

      a		:   Union[str, Any]	  =	self.get_rust_tokenizer()
      a		:   Tuple	  =	tokenizer.encode(__snake_case      )
      a		:   int	  =	rust_tokenizer.encode(__snake_case      )
      self.assertListEqual(__snake_case		,     __snake_case      )







    def      lowercase_			( self					:    List[Any]      ):
      a		:   Union[str, Any]	  =	BasicTokenizer()

      self.assertListEqual(tokenizer.tokenize('ah\u535A\u63A8zz'      )		,     ['ah', '\u535A', '\u63A8', 'zz']      )







    def      lowercase_			( self					:    List[Any]      ):
      a		:   str	  =	BasicTokenizer(do_lower_case=__snake_case      )

      self.assertListEqual(
          tokenizer.tokenize(' \tHeLLo!how  \n Are yoU?  '      )		,     ['hello', '!', 'how', 'are', 'you', '?']      )
      self.assertListEqual(tokenizer.tokenize('H\u00E9llo'      )		,     ['hello']      )







    def      lowercase_			( self					:    Tuple      ):
      a		:   Any	  =	BasicTokenizer(do_lower_case=__snake_case		,     strip_accents=__snake_case      )

      self.assertListEqual(
          tokenizer.tokenize(' \tHäLLo!how  \n Are yoU?  '      )		,     ['hällo', '!', 'how', 'are', 'you', '?']      )
      self.assertListEqual(tokenizer.tokenize('H\u00E9llo'      )		,     ['h\u00E9llo']      )







    def      lowercase_			( self					:    Optional[Any]      ):
      a		:   Optional[int]	  =	BasicTokenizer(do_lower_case=__snake_case		,     strip_accents=__snake_case      )

      self.assertListEqual(
          tokenizer.tokenize(' \tHäLLo!how  \n Are yoU?  '      )		,     ['hallo', '!', 'how', 'are', 'you', '?']      )
      self.assertListEqual(tokenizer.tokenize('H\u00E9llo'      )		,     ['hello']      )







    def      lowercase_			( self					:    Any      ):
      a		:   Tuple	  =	BasicTokenizer(do_lower_case=__snake_case      )

      self.assertListEqual(
          tokenizer.tokenize(' \tHäLLo!how  \n Are yoU?  '      )		,     ['hallo', '!', 'how', 'are', 'you', '?']      )
      self.assertListEqual(tokenizer.tokenize('H\u00E9llo'      )		,     ['hello']      )







    def      lowercase_			( self					:    List[str]      ):
      a		:   Optional[int]	  =	BasicTokenizer(do_lower_case=__snake_case      )

      self.assertListEqual(
          tokenizer.tokenize(' \tHeLLo!how  \n Are yoU?  '      )		,     ['HeLLo', '!', 'how', 'Are', 'yoU', '?']      )







    def      lowercase_			( self					:    Dict      ):
      a		:   Optional[int]	  =	BasicTokenizer(do_lower_case=__snake_case		,     strip_accents=__snake_case      )

      self.assertListEqual(
          tokenizer.tokenize(' \tHäLLo!how  \n Are yoU?  '      )		,     ['HäLLo', '!', 'how', 'Are', 'yoU', '?']      )







    def      lowercase_			( self					:    Optional[Any]      ):
      a		:   str	  =	BasicTokenizer(do_lower_case=__snake_case		,     strip_accents=__snake_case      )

      self.assertListEqual(
          tokenizer.tokenize(' \tHäLLo!how  \n Are yoU?  '      )		,     ['HaLLo', '!', 'how', 'Are', 'yoU', '?']      )







    def      lowercase_			( self					:    List[str]      ):
      a		:   Optional[int]	  =	BasicTokenizer(do_lower_case=__snake_case		,     never_split=['[UNK]']      )

      self.assertListEqual(
          tokenizer.tokenize(' \tHeLLo!how  \n Are yoU? [UNK]'      )		,     ['HeLLo', '!', 'how', 'Are', 'yoU', '?', '[UNK]']      )







    def      lowercase_			( self					:    Optional[Any]      ):
      a		:   Optional[int]	  =	['[UNK]', '[CLS]', '[SEP]', 'want', '##want', '##ed', 'wa', 'un', 'runn', '##ing']

      a		:   Tuple	  =	{}
      for i, token in enumerate(__snake_case      ):
        a		:   int	  =	i
      a		:   Tuple	  =	WordpieceTokenizer(vocab=__snake_case		,     unk_token='[UNK]'      )

      self.assertListEqual(tokenizer.tokenize(''      )		,     []      )

      self.assertListEqual(tokenizer.tokenize('unwanted running'      )		,     ['un', '##want', '##ed', 'runn', '##ing']      )

      self.assertListEqual(tokenizer.tokenize('unwantedX running'      )		,     ['[UNK]', 'runn', '##ing']      )







    def      lowercase_			( self					:    Optional[Any]      ):
      self.assertTrue(_is_whitespace(' '      )      )
      self.assertTrue(_is_whitespace('\t'      )      )
      self.assertTrue(_is_whitespace('\r'      )      )
      self.assertTrue(_is_whitespace('\n'      )      )
      self.assertTrue(_is_whitespace('\u00A0'      )      )

      self.assertFalse(_is_whitespace('A'      )      )
      self.assertFalse(_is_whitespace('-'      )      )







    def      lowercase_			( self					:    List[str]      ):
      self.assertTrue(_is_control('\u0005'      )      )

      self.assertFalse(_is_control('A'      )      )
      self.assertFalse(_is_control(' '      )      )
      self.assertFalse(_is_control('\t'      )      )
      self.assertFalse(_is_control('\r'      )      )







    def      lowercase_			( self					:    Tuple      ):
      self.assertTrue(_is_punctuation('-'      )      )
      self.assertTrue(_is_punctuation('$'      )      )
      self.assertTrue(_is_punctuation('`'      )      )
      self.assertTrue(_is_punctuation('.'      )      )

      self.assertFalse(_is_punctuation('A'      )      )
      self.assertFalse(_is_punctuation(' '      )      )







    def      lowercase_			( self					:    Any      ):
      a		:   str	  =	self.get_tokenizer()
      a		:   List[Any]	  =	self.get_rust_tokenizer()

      # Example taken from the issue https://github.com/huggingface/tokenizers/issues/340
      self.assertListEqual([tokenizer.tokenize(__snake_case      ) for t in ['Test', '\xad', 'test']]		,     [['[UNK]'], [], ['[UNK]']]      )

      self.assertListEqual(
          [rust_tokenizer.tokenize(__snake_case      ) for t in ['Test', '\xad', 'test']]		,     [['[UNK]'], [], ['[UNK]']]      )







    @slow
    def      lowercase_			( self					:    Optional[int]      ):
      a		:   Dict	  =	self.tokenizer_class.from_pretrained('google/mobilebert-uncased'      )

      a		:   Union[str, Any]	  =	tokenizer.encode('sequence builders'		,     add_special_tokens=__snake_case      )
      a		:   Optional[Any]	  =	tokenizer.encode('multi-sequence build'		,     add_special_tokens=__snake_case      )

      a		:   Tuple	  =	tokenizer.build_inputs_with_special_tokens(__snake_case      )
      a		:   str	  =	tokenizer.build_inputs_with_special_tokens(__snake_case		,     __snake_case      )

      assert encoded_sentence == [1_01] + text + [1_02]
      assert encoded_pair == [1_01] + text + [1_02] + text_a + [1_02]







    def      lowercase_			( self					:    Union[str, Any]      ):
      for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
        with self.subTest(F"""{tokenizer.__class__.__name__} ({pretrained_name})"""      ):
          a		:   List[str]	  =	self.rust_tokenizer_class.from_pretrained(__snake_case		,     **__snake_case      )

          a		:   Any	  =	F"""A, naïve {tokenizer_r.mask_token} AllenNLP sentence."""
          a		:   str	  =	tokenizer_r.encode_plus(
              __snake_case		,     return_attention_mask=__snake_case		,     return_token_type_ids=__snake_case		,     return_offsets_mapping=__snake_case		,     add_special_tokens=__snake_case		,     )

          a		:   Optional[int]	  =	tokenizer_r.do_lower_case if hasattr(__snake_case		,     'do_lower_case'      ) else False
          a		:   Optional[int]	  =	(
              [
                  ((0, 0), tokenizer_r.cls_token),
                  ((0, 1), 'A'),
                  ((1, 2), ','),
                  ((3, 5), 'na'),
                  ((5, 6), '##ï'),
                  ((6, 8), '##ve'),
                  ((9, 15), tokenizer_r.mask_token),
                  ((16, 21), 'Allen'),
                  ((21, 23), '##NL'),
                  ((23, 24), '##P'),
                  ((25, 33), 'sentence'),
                  ((33, 34), '.'),
                  ((0, 0), tokenizer_r.sep_token),
              ]
              if not do_lower_case
              else [
                  ((0, 0), tokenizer_r.cls_token),
                  ((0, 1), 'a'),
                  ((1, 2), ','),
                  ((3, 8), 'naive'),
                  ((9, 15), tokenizer_r.mask_token),
                  ((16, 21), 'allen'),
                  ((21, 23), '##nl'),
                  ((23, 24), '##p'),
                  ((25, 33), 'sentence'),
                  ((33, 34), '.'),
                  ((0, 0), tokenizer_r.sep_token),
              ]
          )

          self.assertEqual(
              [e[1] for e in expected_results]		,     tokenizer_r.convert_ids_to_tokens(tokens['input_ids']      )      )
          self.assertEqual([e[0] for e in expected_results]		,     tokens['offset_mapping']      )







    def      lowercase_			( self					:    int      ):
      a		:   Tuple	  =	['的', '人', '有']
      a		:   int	  =	''.join(__snake_case      )
      for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
        with self.subTest(F"""{tokenizer.__class__.__name__} ({pretrained_name})"""      ):
          a		:   Dict	  =	True
          a		:   Dict	  =	self.tokenizer_class.from_pretrained(__snake_case		,     **__snake_case      )
          a		:   Optional[Any]	  =	self.rust_tokenizer_class.from_pretrained(__snake_case		,     **__snake_case      )

          a		:   Tuple	  =	tokenizer_p.encode(__snake_case		,     add_special_tokens=__snake_case      )
          a		:   Optional[int]	  =	tokenizer_r.encode(__snake_case		,     add_special_tokens=__snake_case      )

          a		:   Optional[Any]	  =	tokenizer_r.convert_ids_to_tokens(__snake_case      )
          a		:   Dict	  =	tokenizer_p.convert_ids_to_tokens(__snake_case      )

          # it is expected that each Chinese character is not preceded by "##"
          self.assertListEqual(__snake_case		,     __snake_case      )
          self.assertListEqual(__snake_case		,     __snake_case      )

          a		:   Dict	  =	False
          a		:   List[Any]	  =	self.rust_tokenizer_class.from_pretrained(__snake_case		,     **__snake_case      )
          a		:   int	  =	self.tokenizer_class.from_pretrained(__snake_case		,     **__snake_case      )

          a		:   Any	  =	tokenizer_r.encode(__snake_case		,     add_special_tokens=__snake_case      )
          a		:   str	  =	tokenizer_p.encode(__snake_case		,     add_special_tokens=__snake_case      )

          a		:   Optional[int]	  =	tokenizer_r.convert_ids_to_tokens(__snake_case      )
          a		:   str	  =	tokenizer_p.convert_ids_to_tokens(__snake_case      )

          # it is expected that only the first Chinese character is not preceded by "##".
          a		:   Any	  =	[
              F"""##{token}""" if idx != 0 else token for idx, token in enumerate(__snake_case      )
          ]
          self.assertListEqual(__snake_case		,     __snake_case      )
          self.assertListEqual(__snake_case		,     __snake_case      )




'''simple docstring'''






from __future__ import annotations
def  lowerCamelCase__			(		_A					,     _A					,     _A							):
  a		:   List[str]	  =	list(range(len(_A							)							)							)
  a		:   Union[str, Any]	  =	[v / w for v, w in zip(_A					,     _A							)]
  index.sort(key=lambda _A							: ratio[i]					,     reverse=_A							)

  a		:   float	  =	0
  a		:   list[float]	  =	[0] * len(_A							)
  for i in index:
    if weight[i] <= capacity:
      a		:   int	  =	1
      max_value += value[i]
      capacity -= weight[i]
    else:
      a		:   Optional[int]	  =	capacity / weight[i]
      max_value += value[i] * capacity / weight[i]
      break

  return max_value, fractions


if __name__ == "__main__":
     import doctest

     doctest.testmod()